Alif: Advancing Urdu Large Language Models via Multilingual Synthetic Data Distillation
Paper • 2510.09051 • Published
How to use large-traversaal/Alif-1.0-3B-Instruct with Transformers:
# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("large-traversaal/Alif-1.0-3B-Instruct", device_map="auto")How to use large-traversaal/Alif-1.0-3B-Instruct with llama.cpp:
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf large-traversaal/Alif-1.0-3B-Instruct:Q4_K_M # Run inference directly in the terminal: llama cli -hf large-traversaal/Alif-1.0-3B-Instruct:Q4_K_M
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf large-traversaal/Alif-1.0-3B-Instruct:Q4_K_M # Run inference directly in the terminal: llama cli -hf large-traversaal/Alif-1.0-3B-Instruct:Q4_K_M
# Download pre-built binary from: # https://github.com/ggerganov/llama.cpp/releases # Start a local OpenAI-compatible server with a web UI: ./llama-server -hf large-traversaal/Alif-1.0-3B-Instruct:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf large-traversaal/Alif-1.0-3B-Instruct:Q4_K_M
git clone https://github.com/ggerganov/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-server llama-cli # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama-server -hf large-traversaal/Alif-1.0-3B-Instruct:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf large-traversaal/Alif-1.0-3B-Instruct:Q4_K_M
docker model run hf.co/large-traversaal/Alif-1.0-3B-Instruct:Q4_K_M
How to use large-traversaal/Alif-1.0-3B-Instruct with Ollama:
ollama run hf.co/large-traversaal/Alif-1.0-3B-Instruct:Q4_K_M
How to use large-traversaal/Alif-1.0-3B-Instruct with Docker Model Runner:
docker model run hf.co/large-traversaal/Alif-1.0-3B-Instruct:Q4_K_M
How to use large-traversaal/Alif-1.0-3B-Instruct with Lemonade:
# Download Lemonade from https://lemonade-server.ai/ lemonade pull large-traversaal/Alif-1.0-3B-Instruct:Q4_K_M
lemonade run user.Alif-1.0-3B-Instruct-Q4_K_M
lemonade list
Alif 1.0 3B Instruct is an open-source instruction-tuned language model developed by traversaal.ai, focused on Urdu and English understanding and reasoning. Fine-tuned with high-quality, culturally aware synthetic data, Alif delivers strong multilingual performance with a particular emphasis on low-resource language alignment and nuanced instruction following.
unsloth/Llama-3.2-3BAlif-1.0-3B-InstructAlif is ideal for:
@article{ShafiqueAlif2025,
title = {Alif: Advancing Urdu Large Language Models via Multilingual Synthetic Data Distillation},
author = {Muhammad Ali Shafique and Kanwal Mehreen and Muhammad Arham and Maaz Amjad and Sabur Butt and Hamza Farooq},
journal = {arXiv preprint arXiv:2510.09051},
year = {2025},
url = {https://arxiv.org/abs/2510.09051}
}
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